{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For more details about the problems and an introduction to the idea behind the code see: https://glowingpython.blogspot.com/2020/06/solving-travelling-salesman-problem.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from minisom import MiniSom\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.RandomState(10)\n",
    "N_points = 40\n",
    "N_neurons = N_points*2\n",
    "t = np.linspace(0, np.pi*2, N_points)\n",
    "x = np.cos(t)+(np.random.rand(N_points)-.5)*.3\n",
    "y = np.sin(t)+(np.random.rand(N_points)-.5)*.3\n",
    "\n",
    "som = MiniSom(1, N_neurons, 2, sigma=8, learning_rate=.4,\n",
    "              neighborhood_function='gaussian', random_seed=0)\n",
    "points = np.array([x,y]).T\n",
    "som.random_weights_init(points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x648 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 9))\n",
    "for i, iterations in enumerate(range(5, 61, 5)):\n",
    "    som.train(points, iterations, verbose=False, random_order=False)\n",
    "    plt.subplot(3, 4, i+1)\n",
    "    plt.scatter(x,y)\n",
    "    visit_order = np.argsort([som.winner(p)[1] for p in points])\n",
    "    visit_order = np.concatenate((visit_order, [visit_order[0]]))\n",
    "    plt.plot(points[visit_order][:,0], points[visit_order][:,1])\n",
    "    plt.title(\"iterations: {i};\\nerror: {e:.3f}\".format(i=iterations, \n",
    "                                                        e=som.quantization_error(points)))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
